Pandas Profiling Report

Dataset statistics

Number of variables	44
Number of observations	100000
Missing cells	125341
Missing cells (%)	2.8%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	33.6 MiB
Average record size in memory	352.0 B

Variable types

CAT	25
BOOL	10
NUM	8
UNSUPPORTED	1

Warnings

`contract_start` has a high cardinality: 8232 distinct values	High cardinality
`contract_end` has a high cardinality: 365 distinct values	High cardinality
`date_of_birth` has a high cardinality: 14842 distinct values	High cardinality
`credit_rating` has a high cardinality: 77517 distinct values	High cardinality
`income_salary_per_year` has a high cardinality: 37003 distinct values	High cardinality
`income_deposits_per_year` has a high cardinality: 19340 distinct values	High cardinality
`income_securities_per_year` has a high cardinality: 19346 distinct values	High cardinality
`insurance_life_premium_per_month` has a high cardinality: 10809 distinct values	High cardinality
`insurance_house_premium_per_year` has a high cardinality: 45150 distinct values	High cardinality
`insurance_car_premium_per_year` has a high cardinality: 34535 distinct values	High cardinality
`mortgage_value` has a high cardinality: 16677 distinct values	High cardinality
`mortgage_interest` has a high cardinality: 20779 distinct values	High cardinality
`mortgage_downpayment` has a high cardinality: 20795 distinct values	High cardinality
`customer_limit` has a high cardinality: 9833 distinct values	High cardinality
`cash_withdrawals_value` has a high cardinality: 93358 distinct values	High cardinality
`consumer_credit_value` has a high cardinality: 36993 distinct values	High cardinality
`online_tranactions_per_month` is highly correlated with `online_number_of_logins_per_month`	High correlation
`online_number_of_logins_per_month` is highly correlated with `online_tranactions_per_month`	High correlation
`contract_end` has 95129 (95.1%) missing values	Missing
`profession` has 7729 (7.7%) missing values	Missing
`credit_rating` has 22483 (22.5%) missing values	Missing
`credit_rating` is uniformly distributed	Uniform
`last_balance` has unique values	Unique
`last_balance_minus_6_months` has unique values	Unique
`last_balance_minus_12_months` has unique values	Unique
`ZIP` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`mortgage_dayuntilmaturity` has 52065 (52.1%) zeros	Zeros
`online_number_of_logins_per_month` has 29883 (29.9%) zeros	Zeros
`online_tranactions_per_month` has 38723 (38.7%) zeros	Zeros
`advisor_contacts_last12months` has 40313 (40.3%) zeros	Zeros
`cash_withdraws_per_month` has 2996 (3.0%) zeros	Zeros
`consumer_credit_maturity` has 36022 (36.0%) zeros	Zeros
`number_of_refusals` has 20578 (20.6%) zeros	Zeros

Reproduction

Analysis started	2022-10-19 14:35:00.662119
Analysis finished	2022-10-19 14:35:31.736057
Duration	31.07 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

contract_start
Categorical

HIGH CARDINALITY

Distinct	8232
Distinct (%)	8.2%
Missing	0
Missing (%)	0.0%
Memory size	781.2 KiB

2011-10-06	44
2010-12-31	44
2012-04-20	44
2014-04-15	42
2012-02-25	41
Other values (8227)	99785

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
2011-10-06	44	< 0.1%
2010-12-31	44	< 0.1%
2012-04-20	44	< 0.1%
2014-04-15	42	< 0.1%
2012-02-25	41	< 0.1%
2010-06-21	40	< 0.1%
2011-09-07	39	< 0.1%
2010-02-23	39	< 0.1%
2012-01-19	38	< 0.1%
2010-09-28	38	< 0.1%
Other values (8222)	99591	99.6%

Frequencies of value counts

Unique

Unique	1043 ?
Unique (%)	1.0%

Histogram of lengths of the category

Length

Max length	10
Median length	10
Mean length	10
Min length	10

contract_end
Categorical

HIGH CARDINALITY
MISSING

Distinct	365
Distinct (%)	7.5%
Missing	95129
Missing (%)	95.1%
Memory size	781.2 KiB

2018-06-08	23
2017-07-16	22
2018-01-02	21
2018-01-29	21
2018-06-07	21
Other values (360)	4763

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
2018-06-08	23	< 0.1%
2017-07-16	22	< 0.1%
2018-01-02	21	< 0.1%
2018-01-29	21	< 0.1%
2018-06-07	21	< 0.1%
2017-11-10	21	< 0.1%
2018-05-05	21	< 0.1%
2017-12-11	20	< 0.1%
2017-11-04	20	< 0.1%
2017-10-05	20	< 0.1%
Other values (355)	4661	4.7%
(Missing)	95129	95.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	10
Median length	3
Mean length	3.34097
Min length	3

date_of_birth
Categorical

HIGH CARDINALITY

Distinct	14842
Distinct (%)	14.8%
Missing	0
Missing (%)	0.0%
Memory size	781.2 KiB

1991-08-01	30
1990-09-25	28
1993-06-21	26
1990-03-09	25
1994-11-29	25
Other values (14837)	99866

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
1991-08-01	30	< 0.1%
1990-09-25	28	< 0.1%
1993-06-21	26	< 0.1%
1990-03-09	25	< 0.1%
1994-11-29	25	< 0.1%
1986-07-17	24	< 0.1%
1988-03-01	24	< 0.1%
1990-02-21	24	< 0.1%
1991-05-08	24	< 0.1%
1989-05-31	24	< 0.1%
Other values (14832)	99746	99.7%

Frequencies of value counts

Unique

Unique	3067 ?
Unique (%)	3.1%

Histogram of lengths of the category

Length

Max length	10
Median length	10
Mean length	10
Min length	10

gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	781.2 KiB

M	50186
W	49814

Frequencies
Length

Value	Count	Frequency (%)
M	50186	50.2%
W	49814	49.8%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

profession
Categorical

MISSING

Distinct	48
Distinct (%)	0.1%
Missing	7729
Missing (%)	7.7%
Memory size	781.2 KiB

Journalism	3780
Other	1963
Food Service	1960
Maint	1954
Retiree	1941
Other values (43)	80673

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Journalism	3780	3.8%
Other	1963	2.0%
Food Service	1960	2.0%
Maint	1954	2.0%
Retiree	1941	1.9%
Insurance	1940	1.9%
Design	1937	1.9%
Health Care	1931	1.9%
Telecommunications	1925	1.9%
Retail	1919	1.9%
Other values (38)	71021	71.0%
(Missing)	7729	7.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	22
Median length	10
Mean length	9.81296
Min length	3

size_household
Real number (ℝ_≥0)

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.66585
Minimum	1
Maximum	6
Zeros	0
Zeros (%)	0.0%
Memory size	781.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	2
95-th percentile	3
Maximum	6
Range	5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.7937884343
Coefficient of variation (CV)	0.4765065488
Kurtosis	0.3450517787
Mean	1.66585
Median Absolute Deviation (MAD)	0
Skewness	0.9912552117
Sum	166585
Variance	0.6301000785
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
1	51258	51.3%
2	33295	33.3%
3	13187	13.2%
4	2129	2.1%
5	126	0.1%
6	5	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	51258	51.3%
2	33295	33.3%
3	13187	13.2%
4	2129	2.1%
5	126	0.1%

Value	Count	Frequency (%)
6	5	< 0.1%
5	126	0.1%
4	2129	2.1%
3	13187	13.2%
2	33295	33.3%

ZIP
Unsupported

REJECTED
UNSUPPORTED

Missing	0
Missing (%)	0.0%
Memory size	781.4 KiB

segment
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	781.2 KiB

S2	49949
S3	20023
S1	19989
S4	5042
S5	4997

Frequencies
Length

Value	Count	Frequency (%)
S2	49949	49.9%
S3	20023	20.0%
S1	19989	20.0%
S4	5042	5.0%
S5	4997	5.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	2
Min length	2

credit_rating
Categorical

HIGH CARDINALITY
MISSING
UNIFORM

Distinct	77517
Distinct (%)	100.0%
Missing	22483
Missing (%)	22.5%
Memory size	781.2 KiB

89,5685176247469	1
94,9248049022298	1
87,3476116577815	1
91,9291835327086	1
84,5714854546893	1
Other values (77512)	77512

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
89,5685176247469	1	< 0.1%
94,9248049022298	1	< 0.1%
87,3476116577815	1	< 0.1%
91,9291835327086	1	< 0.1%
84,5714854546893	1	< 0.1%
87,7349153243012	1	< 0.1%
95,9778614908399	1	< 0.1%
92,056994217274	1	< 0.1%
89,8789599193991	1	< 0.1%
97,7429489581313	1	< 0.1%
Other values (77507)	77507	77.5%
(Missing)	22483	22.5%

Frequencies of value counts

Unique

Unique	77517 ?
Unique (%)	100.0%

Histogram of lengths of the category

Length

Max length	16
Median length	16
Mean length	12.99135
Min length	3

no_credit_rating_flag
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	781.2 KiB

0	77517
1	22483

Common Values
Chart

Value	Count	Frequency (%)
0	77517	77.5%
1	22483	22.5%

main_account_flag
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	781.2 KiB

0	51388
1	48612

Common Values
Chart

Value	Count	Frequency (%)
0	51388	51.4%
1	48612	48.6%

online_banking_flag
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	781.2 KiB

1	72926
0	27074

Common Values
Chart

Value	Count	Frequency (%)
1	72926	72.9%
0	27074	27.1%

tele_banking_flag
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	781.2 KiB

0	64018
1	35982

Common Values
Chart

Value	Count	Frequency (%)
0	64018	64.0%
1	35982	36.0%

creditcard_flag
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	781.2 KiB

0	52039
1	47961

Common Values
Chart

Value	Count	Frequency (%)
0	52039	52.0%
1	47961	48.0%

insurance_life_flag
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	781.2 KiB

0	77719
1	22281

Common Values
Chart

Value	Count	Frequency (%)
0	77719	77.7%
1	22281	22.3%

insurance_house_flag
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	781.2 KiB

1	92375
2	7625

Frequencies
Length

Value	Count	Frequency (%)
1	92375	92.4%
2	7625	7.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

insurance_car_flag
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	781.2 KiB

1	71051
0	28949

Common Values
Chart

Value	Count	Frequency (%)
1	71051	71.1%
0	28949	28.9%

insurance_other_flag
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	781.2 KiB

1	69440
0	30560

Common Values
Chart

Value	Count	Frequency (%)
1	69440	69.4%
0	30560	30.6%

mortgage_flag
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	781.2 KiB

0	57489
1	42511

Common Values
Chart

Value	Count	Frequency (%)
0	57489	57.5%
1	42511	42.5%

portfolio_flag
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	781.2 KiB

0	79307
1	20693

Common Values
Chart

Value	Count	Frequency (%)
0	79307	79.3%
1	20693	20.7%

last_balance
Categorical

UNIQUE

Distinct	100000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	781.2 KiB

38694,3768752972	1
54312,7512478707	1
54560,43741961	1
43548,8574706653	1
60938,1378131826	1
Other values (99995)	99995

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
38694,3768752972	1	< 0.1%
54312,7512478707	1	< 0.1%
54560,43741961	1	< 0.1%
43548,8574706653	1	< 0.1%
60938,1378131826	1	< 0.1%
32297,8836480081	1	< 0.1%
81187,124363302	1	< 0.1%
37897,7614620244	1	< 0.1%
22237,3081887916	1	< 0.1%
42081,105587215	1	< 0.1%
Other values (99990)	99990	> 99.9%

Frequencies of value counts

Unique

Unique	100000 ?
Unique (%)	100.0%

Histogram of lengths of the category

Length

Max length	17
Median length	16
Mean length	15.89452
Min length	12

last_balance_minus_6_months
Categorical

UNIQUE

Distinct	100000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	781.2 KiB

57898,0655263417	1
39770,0504600203	1
47443,9047808202	1
44048,7132229436	1
26723,1327812883	1
Other values (99995)	99995

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
57898,0655263417	1	< 0.1%
39770,0504600203	1	< 0.1%
47443,9047808202	1	< 0.1%
44048,7132229436	1	< 0.1%
26723,1327812883	1	< 0.1%
8512,03652582368	1	< 0.1%
70676,9053422201	1	< 0.1%
26376,561489883	1	< 0.1%
17684,3631189534	1	< 0.1%
39088,4145188575	1	< 0.1%
Other values (99990)	99990	> 99.9%

Frequencies of value counts

Unique

Unique	100000 ?
Unique (%)	100.0%

Histogram of lengths of the category

Length

Max length	17
Median length	16
Mean length	15.89248
Min length	11

last_balance_minus_12_months
Categorical

UNIQUE

Distinct	100000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	781.2 KiB

57993,5440013713	1
38077,9706216939	1
37027,1427059187	1
30389,1710090917	1
26870,6693283606	1
Other values (99995)	99995

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
57993,5440013713	1	< 0.1%
38077,9706216939	1	< 0.1%
37027,1427059187	1	< 0.1%
30389,1710090917	1	< 0.1%
26870,6693283606	1	< 0.1%
16438,7977476113	1	< 0.1%
60298,2817948499	1	< 0.1%
13600,8429461974	1	< 0.1%
13684,6100735734	1	< 0.1%
30623,9835219094	1	< 0.1%
Other values (99990)	99990	> 99.9%

Frequencies of value counts

Unique

Unique	100000 ?
Unique (%)	100.0%

Histogram of lengths of the category

Length

Max length	17
Median length	16
Mean length	15.88889
Min length	11

income_salary_per_year
Categorical

HIGH CARDINALITY

Distinct	37003
Distinct (%)	37.0%
Missing	0
Missing (%)	0.0%
Memory size	781.2 KiB

0	62998
75844,2159256729	1
130055,175778915	1
92443,3103174905	1
61751,8858750527	1
Other values (36998)	36998

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
0	62998	63.0%
75844,2159256729	1	< 0.1%
130055,175778915	1	< 0.1%
92443,3103174905	1	< 0.1%
61751,8858750527	1	< 0.1%
20071,1760016255	1	< 0.1%
51585,2299170858	1	< 0.1%
3562,98029504277	1	< 0.1%
70723,294127018	1	< 0.1%
4716,04848051572	1	< 0.1%
Other values (36993)	36993	37.0%

Frequencies of value counts

Unique

Unique	37002 ?
Unique (%)	37.0%

Histogram of lengths of the category

Length

Max length	17
Median length	1
Mean length	6.50883
Min length	1

income_deposits_per_year
Categorical

HIGH CARDINALITY

Distinct	19340
Distinct (%)	19.3%
Missing	0
Missing (%)	0.0%
Memory size	781.2 KiB

0	80661
3707,13788215387	1
1819,45658405151	1
548,831653585611	1
2520,83413116782	1
Other values (19335)	19335

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
0	80661	80.7%
3707,13788215387	1	< 0.1%
1819,45658405151	1	< 0.1%
548,831653585611	1	< 0.1%
2520,83413116782	1	< 0.1%
3064,96183705714	1	< 0.1%
2451,88743810414	1	< 0.1%
334,605370468231	1	< 0.1%
1890,2178062624	1	< 0.1%
2251,32927817111	1	< 0.1%
Other values (19330)	19330	19.3%

Frequencies of value counts

Unique

Unique	19339 ?
Unique (%)	19.3%

Histogram of lengths of the category

Length

Max length	17
Median length	1
Mean length	3.87969
Min length	1

income_securities_per_year
Categorical

HIGH CARDINALITY

Distinct	19346
Distinct (%)	19.3%
Missing	0
Missing (%)	0.0%
Memory size	781.2 KiB

0	80655
3363,69319632479	1
4971,74508626439	1
777,316391982913	1
1934,93377741518	1
Other values (19341)	19341

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
0	80655	80.7%
3363,69319632479	1	< 0.1%
4971,74508626439	1	< 0.1%
777,316391982913	1	< 0.1%
1934,93377741518	1	< 0.1%
2777,06742046509	1	< 0.1%
2543,47260856222	1	< 0.1%
31,7971451533433	1	< 0.1%
1348,59640737492	1	< 0.1%
2997,4054639056	1	< 0.1%
Other values (19336)	19336	19.3%

Frequencies of value counts

Unique

Unique	19345 ?
Unique (%)	19.3%

Histogram of lengths of the category

Length

Max length	18
Median length	1
Mean length	3.8807
Min length	1

insurance_life_premium_per_month
Categorical

HIGH CARDINALITY

Distinct	10809
Distinct (%)	10.8%
Missing	0
Missing (%)	0.0%
Memory size	781.2 KiB

0	89192
165,980808113851	1
80,6324203278167	1
124,458770367699	1
47,3535436661683	1
Other values (10804)	10804

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
0	89192	89.2%
165,980808113851	1	< 0.1%
80,6324203278167	1	< 0.1%
124,458770367699	1	< 0.1%
47,3535436661683	1	< 0.1%
144,648269892136	1	< 0.1%
72,266206826462	1	< 0.1%
166,058671306743	1	< 0.1%
143,996178155581	1	< 0.1%
245,215939064783	1	< 0.1%
Other values (10799)	10799	10.8%

Frequencies of value counts

Unique

Unique	10808 ?
Unique (%)	10.8%

Histogram of lengths of the category

Length

Max length	16
Median length	1
Mean length	2.60882
Min length	1

insurance_house_premium_per_year
Categorical

HIGH CARDINALITY

Distinct	45150
Distinct (%)	45.1%
Missing	0
Missing (%)	0.0%
Memory size	781.2 KiB

0	54851
469,523792432761	1
144,601737729076	1
478,245553717459	1
267,535037999423	1
Other values (45145)	45145

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
0	54851	54.9%
469,523792432761	1	< 0.1%
144,601737729076	1	< 0.1%
478,245553717459	1	< 0.1%
267,535037999423	1	< 0.1%
132,503463094797	1	< 0.1%
1028,84497400169	1	< 0.1%
392,301449147764	1	< 0.1%
135,075461590518	1	< 0.1%
126,894037216362	1	< 0.1%
Other values (45140)	45140	45.1%

Frequencies of value counts

Unique

Unique	45149 ?
Unique (%)	45.1%

Histogram of lengths of the category

Length

Max length	19
Median length	1
Mean length	7.72132
Min length	1

insurance_car_premium_per_year
Categorical

HIGH CARDINALITY

Distinct	34535
Distinct (%)	34.5%
Missing	0
Missing (%)	0.0%
Memory size	781.2 KiB

0	65466
352,065705711732	1
565,704888180256	1
544,979463049147	1
471,799537935451	1
Other values (34530)	34530

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
0	65466	65.5%
352,065705711732	1	< 0.1%
565,704888180256	1	< 0.1%
544,979463049147	1	< 0.1%
471,799537935451	1	< 0.1%
372,852617985268	1	< 0.1%
367,681058862535	1	< 0.1%
399,788537078024	1	< 0.1%
377,571870593634	1	< 0.1%
271,106812657042	1	< 0.1%
Other values (34525)	34525	34.5%

Frequencies of value counts

Unique

Unique	34534 ?
Unique (%)	34.5%

Histogram of lengths of the category

Length

Max length	16
Median length	1
Mean length	6.14069
Min length	1

mortgage_value
Categorical

HIGH CARDINALITY

Distinct	16677
Distinct (%)	16.7%
Missing	0
Missing (%)	0.0%
Memory size	781.2 KiB

0	83324
-269987,125895661	1
-734033,697525541	1
-1216632,30734018	1
-1131868,76521123	1
Other values (16672)	16672

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
0	83324	83.3%
-269987,125895661	1	< 0.1%
-734033,697525541	1	< 0.1%
-1216632,30734018	1	< 0.1%
-1131868,76521123	1	< 0.1%
-140385,216101614	1	< 0.1%
-165758,672896548	1	< 0.1%
-1093443,58156397	1	< 0.1%
-41376,0792265368	1	< 0.1%
-249109,430472727	1	< 0.1%
Other values (16667)	16667	16.7%

Frequencies of value counts

Unique

Unique	16676 ?
Unique (%)	16.7%

Histogram of lengths of the category

Length

Max length	17
Median length	1
Mean length	3.6498
Min length	1

mortgage_interest
Categorical

HIGH CARDINALITY

Distinct	20779
Distinct (%)	20.8%
Missing	0
Missing (%)	0.0%
Memory size	781.2 KiB

0	79222
0,0180055553361837	1
0,0304037053386355	1
0,0367960149525952	1
0,0278647509999185	1
Other values (20774)	20774

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
0	79222	79.2%
0,0180055553361837	1	< 0.1%
0,0304037053386355	1	< 0.1%
0,0367960149525952	1	< 0.1%
0,0278647509999185	1	< 0.1%
0,0594563670534835	1	< 0.1%
0,0217379644350969	1	< 0.1%
0,0366677209619373	1	< 0.1%
0,0235217304634882	1	< 0.1%
0,0281199914110366	1	< 0.1%
Other values (20769)	20769	20.8%

Frequencies of value counts

Unique

Unique	20778 ?
Unique (%)	20.8%

Histogram of lengths of the category

Length

Max length	20
Median length	1
Mean length	4.51347
Min length	1

mortgage_downpayment
Categorical

HIGH CARDINALITY

Distinct	20795
Distinct (%)	20.8%
Missing	0
Missing (%)	0.0%
Memory size	781.2 KiB

0	79206
35696,4185603356	1
41568,5937779018	1
43933,6505734161	1
41811,4252480945	1
Other values (20790)	20790

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
0	79206	79.2%
35696,4185603356	1	< 0.1%
41568,5937779018	1	< 0.1%
43933,6505734161	1	< 0.1%
41811,4252480945	1	< 0.1%
37113,9153516201	1	< 0.1%
39440,2353171222	1	< 0.1%
44693,2634312829	1	< 0.1%
43423,9459042183	1	< 0.1%
31454,1417629479	1	< 0.1%
Other values (20785)	20785	20.8%

Frequencies of value counts

Unique

Unique	20794 ?
Unique (%)	20.8%

Histogram of lengths of the category

Length

Max length	16
Median length	1
Mean length	4.09697
Min length	1

mortgage_dayuntilmaturity
Real number (ℝ_≥0)

ZEROS

Distinct	8589
Distinct (%)	8.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1527.79658
Minimum	0
Maximum	17912
Zeros	52065
Zeros (%)	52.1%
Memory size	781.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2925
95-th percentile	5743.05
Maximum	17912
Range	17912
Interquartile range (IQR)	2925

Descriptive statistics

Standard deviation	2170.625105
Coefficient of variation (CV)	1.420755311
Kurtosis	2.655511833
Mean	1527.79658
Median Absolute Deviation (MAD)	0
Skewness	1.559219016
Sum	152779658
Variance	4711613.347
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	52065	52.1%
4105	26	< 0.1%
3838	26	< 0.1%
3951	25	< 0.1%
4151	25	< 0.1%
3847	25	< 0.1%
3839	24	< 0.1%
3862	24	< 0.1%
4157	23	< 0.1%
4247	23	< 0.1%
Other values (8579)	47714	47.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	52065	52.1%
1	10	< 0.1%
2	8	< 0.1%
3	6	< 0.1%
4	6	< 0.1%

Value	Count	Frequency (%)
17912	1	< 0.1%
17873	1	< 0.1%
17735	1	< 0.1%
17659	1	< 0.1%
17629	1	< 0.1%

mortgage_numbers
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	781.2 KiB

0	79206
1	17772
2	2619
3	403

Frequencies
Length

Value	Count	Frequency (%)
0	79206	79.2%
1	17772	17.8%
2	2619	2.6%
3	403	0.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

online_number_of_logins_per_month
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	62
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	14.19481
Minimum	0
Maximum	67
Zeros	29883
Zeros (%)	29.9%
Memory size	781.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	15
Q3	24
95-th percentile	34
Maximum	67
Range	67
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	12.1128678
Coefficient of variation (CV)	0.8533307454
Kurtosis	-0.9336892049
Mean	14.19481
Median Absolute Deviation (MAD)	11
Skewness	0.3080366981
Sum	1419481
Variance	146.7215663
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	29883	29.9%
21	2909	2.9%
18	2872	2.9%
19	2871	2.9%
17	2840	2.8%
20	2837	2.8%
22	2706	2.7%
16	2703	2.7%
23	2685	2.7%
15	2598	2.6%
Other values (52)	45096	45.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	29883	29.9%
1	497	0.5%
2	604	0.6%
3	747	0.7%
4	854	0.9%

Value	Count	Frequency (%)
67	2	< 0.1%
62	1	< 0.1%
59	4	< 0.1%
58	2	< 0.1%
57	3	< 0.1%

online_tranactions_per_month
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	57
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.18393
Minimum	0
Maximum	59
Zeros	38723
Zeros (%)	38.7%
Memory size	781.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	6
Q3	16
95-th percentile	28
Maximum	59
Range	59
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	10.04345003
Coefficient of variation (CV)	1.093589567
Kurtosis	-0.1083454262
Mean	9.18393
Median Absolute Deviation (MAD)	6
Skewness	0.8721481179
Sum	918393
Variance	100.8708885
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	38723	38.7%
13	2670	2.7%
12	2604	2.6%
10	2568	2.6%
9	2516	2.5%
15	2495	2.5%
11	2485	2.5%
14	2467	2.5%
8	2458	2.5%
16	2441	2.4%
Other values (47)	38573	38.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	38723	38.7%
1	1589	1.6%
2	1673	1.7%
3	1908	1.9%
4	2022	2.0%

Value	Count	Frequency (%)
59	1	< 0.1%
55	2	< 0.1%
54	1	< 0.1%
53	3	< 0.1%
52	4	< 0.1%

advisor_contacts_last12months
Real number (ℝ_≥0)

ZEROS

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.65447
Minimum	0
Maximum	6
Zeros	40313
Zeros (%)	40.3%
Memory size	781.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	5
Maximum	6
Range	6
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.807432347
Coefficient of variation (CV)	1.092453986
Kurtosis	-0.4429484139
Mean	1.65447
Median Absolute Deviation (MAD)	1
Skewness	0.8372880885
Sum	165447
Variance	3.266811687
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	40313	40.3%
1	15536	15.5%
2	15297	15.3%
4	9670	9.7%
3	9579	9.6%
5	5730	5.7%
6	3875	3.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	40313	40.3%
1	15536	15.5%
2	15297	15.3%
3	9579	9.6%
4	9670	9.7%

Value	Count	Frequency (%)
6	3875	3.9%
5	5730	5.7%
4	9670	9.7%
3	9579	9.6%
2	15297	15.3%

customer_limit
Categorical

HIGH CARDINALITY

Distinct	9833
Distinct (%)	9.8%
Missing	0
Missing (%)	0.0%
Memory size	781.2 KiB

1000	52089
1600	1422
1700	1419
1650	1409
1500	1372
Other values (9828)	42289

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
1000	52089	52.1%
1600	1422	1.4%
1700	1419	1.4%
1650	1409	1.4%
1500	1372	1.4%
1750	1356	1.4%
1550	1347	1.3%
1450	1295	1.3%
1800	1285	1.3%
1850	1256	1.3%
Other values (9823)	35750	35.8%

Frequencies of value counts

Unique

Unique	9748 ?
Unique (%)	9.7%

Histogram of lengths of the category

Length

Max length	16
Median length	4
Mean length	5.12639
Min length	2

cash_withdraws_per_month
Real number (ℝ_≥0)

ZEROS

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.03668
Minimum	0
Maximum	8
Zeros	2996
Zeros (%)	3.0%
Memory size	781.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	4
Q3	5
95-th percentile	7
Maximum	8
Range	8
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.716182983
Coefficient of variation (CV)	0.4251471464
Kurtosis	0.1989862927
Mean	4.03668
Median Absolute Deviation (MAD)	1
Skewness	0.06303198548
Sum	403668
Variance	2.94528403
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
4	39370	39.4%
3	15909	15.9%
5	10102	10.1%
6	9408	9.4%
2	7673	7.7%
7	6684	6.7%
1	4785	4.8%
8	3073	3.1%
0	2996	3.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2996	3.0%
1	4785	4.8%
2	7673	7.7%
3	15909	15.9%
4	39370	39.4%

Value	Count	Frequency (%)
8	3073	3.1%
7	6684	6.7%
6	9408	9.4%
5	10102	10.1%
4	39370	39.4%

cash_withdrawals_value
Categorical

HIGH CARDINALITY

Distinct	93358
Distinct (%)	93.4%
Missing	0
Missing (%)	0.0%
Memory size	781.2 KiB

0	6643
459,840939712736	1
490,643543076427	1
402,762767102293	1
250,16860358357	1
Other values (93353)	93353

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
0	6643	6.6%
459,840939712736	1	< 0.1%
490,643543076427	1	< 0.1%
402,762767102293	1	< 0.1%
250,16860358357	1	< 0.1%
238,652875719539	1	< 0.1%
536,933889486657	1	< 0.1%
612,628132689687	1	< 0.1%
387,228018305858	1	< 0.1%
462,263450718334	1	< 0.1%
Other values (93348)	93348	93.3%

Frequencies of value counts

Unique

Unique	93357 ?
Unique (%)	93.4%

Histogram of lengths of the category

Length

Max length	18
Median length	16
Mean length	14.90019
Min length	1

consumer_credit_value
Categorical

HIGH CARDINALITY

Distinct	36993
Distinct (%)	37.0%
Missing	0
Missing (%)	0.0%
Memory size	781.2 KiB

0	63008
-24011,393551989	1
-9336,26875871059	1
-17162,129831476	1
-13308,0932376708	1
Other values (36988)	36988

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
0	63008	63.0%
-24011,393551989	1	< 0.1%
-9336,26875871059	1	< 0.1%
-17162,129831476	1	< 0.1%
-13308,0932376708	1	< 0.1%
-12638,1293083231	1	< 0.1%
-1639,85333924196	1	< 0.1%
-5657,93477359947	1	< 0.1%
-675,540056419616	1	< 0.1%
-6856,69499960426	1	< 0.1%
Other values (36983)	36983	37.0%

Frequencies of value counts

Unique

Unique	36992 ?
Unique (%)	37.0%

Histogram of lengths of the category

Length

Max length	18
Median length	1
Mean length	6.87763
Min length	1

consumer_credit_maturity
Real number (ℝ_≥0)

ZEROS

Distinct	1970
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	456.42617
Minimum	0
Maximum	3003
Zeros	36022
Zeros (%)	36.0%
Memory size	781.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	302
Q3	858
95-th percentile	1318
Maximum	3003
Range	3003
Interquartile range (IQR)	858

Descriptive statistics

Standard deviation	485.093374
Coefficient of variation (CV)	1.062807976
Kurtosis	-0.7824941581
Mean	456.42617
Median Absolute Deviation (MAD)	302
Skewness	0.6797324981
Sum	45642617
Variance	235315.5815
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	36022	36.0%
1214	71	0.1%
1219	69	0.1%
1223	68	0.1%
1207	68	0.1%
1210	66	0.1%
1232	66	0.1%
1230	66	0.1%
213	65	0.1%
34	65	0.1%
Other values (1960)	63374	63.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	36022	36.0%
1	42	< 0.1%
2	61	0.1%
3	41	< 0.1%
4	52	0.1%

Value	Count	Frequency (%)
3003	1	< 0.1%
2584	1	< 0.1%
2463	1	< 0.1%
2440	1	< 0.1%
2431	1	< 0.1%

account_fee
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	781.2 KiB

10	39985
15	30192
0	19885
20	9938

Frequencies
Length

Value	Count	Frequency (%)
10	39985	40.0%
15	30192	30.2%
0	19885	19.9%
20	9938	9.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.80115
Min length	1

number_of_refusals
Real number (ℝ_≥0)

ZEROS

Distinct	26
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.04313
Minimum	0
Maximum	31
Zeros	20578
Zeros (%)	20.6%
Memory size	781.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	5
Q3	8
95-th percentile	13
Maximum	31
Range	31
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	4.241062328
Coefficient of variation (CV)	0.8409583588
Kurtosis	-0.1401838673
Mean	5.04313
Median Absolute Deviation (MAD)	3
Skewness	0.6533505077
Sum	504313
Variance	17.98660967
Monotocity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0	20578	20.6%
4	8035	8.0%
5	7935	7.9%
3	7699	7.7%
6	7593	7.6%
2	7157	7.2%
7	7124	7.1%
8	6349	6.3%
1	6212	6.2%
9	5349	5.3%
Other values (16)	15969	16.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	20578	20.6%
1	6212	6.2%
2	7157	7.2%
3	7699	7.7%
4	8035	8.0%

Value	Count	Frequency (%)
31	1	< 0.1%
24	9	< 0.1%
23	10	< 0.1%
22	19	< 0.1%
21	38	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	contract_start	contract_end	date_of_birth	gender	profession	size_household	ZIP	segment	credit_rating	no_credit_rating_flag	main_account_flag	online_banking_flag	tele_banking_flag	creditcard_flag	insurance_life_flag	insurance_house_flag	insurance_car_flag	insurance_other_flag	mortgage_flag	last_balance	last_balance_minus_6_months	last_balance_minus_12_months	income_salary_per_year	insurance_life_premium_per_month	insurance_house_premium_per_year	insurance_car_premium_per_year	mortgage_value	mortgage_interest	mortgage_downpayment	mortgage_dayuntilmaturity	mortgage_numbers	online_number_of_logins_per_month	online_tranactions_per_month	advisor_contacts_last12months	customer_limit	cash_withdraws_per_month	cash_withdrawals_value	consumer_credit_value	consumer_credit_maturity	account_fee	number_of_refusals
0	2010-10-24	NaN	1991-02-11	M	Professional Services	1	76829	S2	89,5685176247469	0	0	0	1	0	0	1	1	1	1	38694,3768752972	57898,0655263417	57993,5440013713	0	0	0	0	0	0	0	0	0	0	0	3	1000	4	459,840939712736	-24011,393551989	205	15	6
1	2010-04-30	2017-10-20	1986-04-06	W	NaN	1	35104	S2	94,2705069107966	0	0	1	1	1	0	1	1	0	1	77759,1305436596	67914,6866703495	55263,2702429917	0	0	0	0	0	0	0	0	0	16	8	2	1000	7	476,334458774319	-5368,74306807524	137	15	6
2	2013-05-02	NaN	1993-04-18	M	Transportation	1	63450	S2	93,0309465957283	0	0	1	0	1	0	1	1	0	1	46701,95648597	52687,3292626823	56011,5780893348	0	0	0	0	0	0	0	0	0	26	12	2	1000	3	332,640202190496	-9678,71341935483	624	15	4
3	2016-12-24	NaN	1994-07-29	W	Professional Services	2	9573	S3	NaN	1	1	0	0	1	0	1	1	1	0	10917,7849719239	9506,82086163218	12194,6527938667	0	0	486,580576010278	335,884723643912	0	0	0	104	0	0	0	4	1050	4	378,32474448561	-12110,3059156975	1263	10	7
4	2011-10-01	NaN	1990-10-28	W	Research	1	66916	S2	90,45766439571	0	0	1	0	1	0	1	1	0	0	26170,3728543336	29474,0655337622	16830,9915503826	0	0	0	0	0	0	0	0	0	23	18	3	1000	4	471,509299299279	0	521	10	3
5	2004-09-24	NaN	1987-11-18	M	Real Estate	1	14728	S2	NaN	1	0	1	0	1	1	1	1	1	1	28674,6530686612	26659,8178933018	26483,530388131	0	0	0	0	0	0	0	0	0	34	22	4	1000	3	478,179202394839	0	0	0	10
6	2015-12-20	NaN	1992-06-30	M	Engineering	2	95666	S2	NaN	1	1	1	0	1	0	1	0	1	1	78017,4009288749	57371,4573029017	55035,7281448387	83863,6390255504	0	341,549590004741	0	-318977,436395197	0,041731060613203	41364,7772114021	793	2	19	10	4	1850	4	588,621470690261	0	1498	15	0
7	2016-07-15	NaN	1995-07-20	W	NaN	2	67819	S3	NaN	1	1	1	0	0	1	1	1	0	1	58755,3920291105	36206,3818822741	31104,3756045243	68538,3876709008	202,617475598589	329,638679298053	282,481710455156	-299135,859653582	0,0279718069017141	41600,1421490866	4084	1	6	1	0	1600	4	635,546934783589	0	686	20	5
8	2004-04-17	NaN	1984-03-11	M	Maint	2	73113	S2	96,6149393859733	0	1	1	0	1	1	1	0	1	1	41894,4913170535	56360,0382179424	40616,5162862325	65561,6460770636	189,759869863685	282,088612389647	0	-179526,745030196	0,0240658290540011	41339,8813807627	246	1	13	8	2	2650	5	484,351735774945	-4880,28751322258	133	20	5
9	2015-06-18	NaN	1984-03-18	M	Consultant	1	31717	S2	92,0232419690947	0	0	0	0	1	1	1	1	1	0	-3726,83191154785	6211,50506078807	16077,317257972	0	0	0	0	0	0	0	0	0	0	0	3	1000	4	49,5698354249929	-19610,27536479	58	0	7

Last rows

	contract_start	contract_end	date_of_birth	gender	profession	size_household	ZIP	segment	credit_rating	no_credit_rating_flag	main_account_flag	online_banking_flag	tele_banking_flag	creditcard_flag	insurance_life_flag	insurance_house_flag	insurance_car_flag	insurance_other_flag	mortgage_flag	portfolio_flag	last_balance	last_balance_minus_6_months	last_balance_minus_12_months	income_salary_per_year	income_deposits_per_year	income_securities_per_year	insurance_house_premium_per_year	insurance_car_premium_per_year	mortgage_dayuntilmaturity	online_number_of_logins_per_month	online_tranactions_per_month	advisor_contacts_last12months	customer_limit	cash_withdraws_per_month	cash_withdrawals_value	consumer_credit_value	consumer_credit_maturity	account_fee	number_of_refusals
99990	2008-05-21	NaN	1980-09-26	W	Telecommunications	1	63864	S3	NaN	1	0	0	1	1	0	1	1	1	1	0	49468,5579260655	36889,6474419602	27414,2270687429	0	0	0	0	0	0	0	0	1	1000	4	0	0	30	10	2
99991	2014-03-15	NaN	1959-06-19	W	Education	1	41065	S2	NaN	1	1	0	1	0	0	1	1	0	0	0	50064,983057392	41437,5527671403	26289,7188355916	11846,3632956555	0	0	431,401598717947	404,559329743301	4089	0	0	5	1400	3	687,191319185246	0	0	20	9
99992	2014-02-07	NaN	1997-07-13	M	Insurance	1	13627	S4	NaN	1	1	0	1	1	0	1	1	1	0	0	62124,8183694883	47095,643985929	22122,2932661076	37032,3258030916	0	0	576,575396861768	273,830668127209	4327	0	0	4	872,083103024763	6	336,604426238362	0	1104	15	9
99993	2010-01-30	NaN	1987-04-03	W	Journalism	1	94501	S5	94,548429320081	0	0	1	1	1	1	1	1	1	1	1	91113,5747039888	94713,5531747622	98890,6166051327	0	2494,23816797312	152,905720216442	0	0	0	22	14	3	1000	3	408,789204989793	-4945,24307354846	1091	10	2
99994	2006-11-10	NaN	1961-12-22	M	Hotel	4	82319	S5	92,1188178715729	0	0	0	0	0	0	1	1	0	0	0	46907,8992425388	36371,5273530557	22413,4737995415	0	0	0	0	0	0	0	0	3	1000	4	449,512902229926	-5452,1570821956	290	10	0
99995	2006-09-11	NaN	1985-03-02	M	Finance	2	59505	S1	NaN	1	1	0	0	0	0	1	0	1	0	0	34127,5970136315	19034,2485736163	16966,1528485321	17700,6113862137	0	0	546,693243689254	0	1496	0	0	4	1550	7	20,197055391671	0	1373	0	0
99996	2005-04-04	NaN	1979-09-28	W	Construction	1	51143	S3	96,5343938026365	0	0	0	0	1	0	1	1	1	1	0	27802,9530309299	23882,0842411869	29385,8155399922	0	0	0	0	0	0	0	0	1	1000	4	294,554004818315	-22473,9139129287	810	10	3
99997	2017-09-05	NaN	1996-04-25	W	Construction	1	6577	S2	85,982146943176	0	0	1	0	1	0	1	1	1	1	0	53243,0414812015	34802,0696039165	44105,5283990144	0	0	0	0	0	0	3	0	1	1000	3	109,991597571823	0	1063	15	2
99998	2008-10-31	NaN	1988-03-23	W	Information Technology	1	79115	S1	NaN	1	1	1	0	0	0	1	1	1	0	1	60381,2440772309	46968,4201575398	33500,2104535716	38064,8998740815	0	1858,41470242872	639,616323588513	470,882418860686	174	31	23	3	1750	3	299,817586666007	0	0	0	4
99999	2016-10-17	NaN	1998-03-21	W	Management	2	21465	S2	85,7213234459066	0	0	1	0	1	0	1	1	1	1	0	50544,1769736572	52957,9527936736	55139,4492887102	0	0	0	0	0	0	19	12	0	1000	4	350,629205503384	0	0	15	1

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows